Hard-negative classification on SugarCrepe
91.38Replace: Object AccuracyHyCoCLIP
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| HyCoCLIPw/ boxes=true2025.10 | 91.38 | 79.74 | 67.24 | 54.69 | 63.66 | 82.57 | 74.23 | 77.99 | |
| PHyCLIPw/ boxes=true2025.10 | 91.06 | 81.05 | 66.36 | 57.41 | 65.87 | 83.24 | 73.8 | 78.32 | |
| CLIPw/ boxes=true2025.10 | 89.69 | 80.33 | 69.49 | 61.63 | 66.47 | 80.62 | 73.55 | 77.97 | |
| MERUw/ boxes=true2025.10 | 89.39 | 79.95 | 69.65 | 60.41 | 66.07 | 80.41 | 75.34 | 77.93 | |
| CLIPw/ boxes=false2025.10 | 89.37 | 79.95 | 69.54 | 60.54 | 66.02 | 80.39 | 73.36 | 77.72 | |
| MERUw/ boxes=false2025.10 | 89.1 | 80.5 | 69.44 | 60.82 | 65.32 | 80.47 | 74.9 | 77.81 |